{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Module 3 Practice Assessment - Mission Planning\n",
    "**This is an ungraded practice assignment**. In this notebook, you will be given an opportunity to implement Dijkstra's search algorithm on a road network in Berkeley, California. You will then modify that algorithm using a distance heuristic to perform A* search. You will then get a chance to compare your shortest path to the mapping library's path. If they match, congratulations! \n",
    "\n",
    "**In this notebook, you will:**\n",
    "* Implement Dijkstra's search algorithm on a road network graph.\n",
    "* Implement the A* search algorithm using a Euclidean heuristic on a road network graph. \n",
    "\n",
    "For most exercises, you are provided with a suggested outline. You are encouraged to diverge from the outline if you think there is a better, more efficient way to solve a problem.\n",
    "Launch the Jupyter Notebook to begin!\n",
    "We recommend that you refer to the solution only after you finish this practice exercise."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This practice assessment will give you a chance to cement your knowledge that you gained through the Module 3 videos by giving you hands-on experience using real map data. In this assessment, we will be relying on the [OSMNX library](https://osmnx.readthedocs.io/en/stable/) to generate Python graphs from Open Street Map (OSM) data. These graphs will be represented using the [NetworkX library](https://networkx.github.io/documentation/stable/). Both of these links are to the documentation, which you will find useful in this assessment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import osmnx as ox\n",
    "import networkx as nx\n",
    "import queue\n",
    "import math\n",
    "import priority_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For this assessment, we're going to be focusing on planning in Berkeley, California, between the two nodes given below. After running the code up to and includeing the box below, you should see the output of the shortest path between the two points. Your goal is to get the same output yourself when you implement Dijkstra's and A*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 622.17x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "map_graph = ox.graph_from_place('Berkeley, California', network_type='drive')\n",
    "origin = ox.get_nearest_node(map_graph, (37.8743, -122.277))\n",
    "destination = list(map_graph.nodes())[-1]\n",
    "\n",
    "shortest_path = nx.shortest_path(map_graph, origin, destination, weight='length')\n",
    "fig, ax = ox.plot_graph_route(map_graph, shortest_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dijkstra's Search\n",
    "First, let's focus on Dijkstra's algorithm. As a refresher, we've included the pseudocode from the Module 3 lessons below.\n",
    "\n",
    "![Dijkstra's Pseudocode](dijkstra.png)\n",
    "\n",
    "This function will be implemented by you below in `dijkstras_search()`. We have included a helper function `get_path()` that will assist in retrieving the path from the dictionary of predecessors once the goal is found.\n",
    "\n",
    "To perform Dijkstra's search, we require a priority queue (or a min heap), which is defined as the `priority_dict` class. This class is accessed just as a standard dictionary is, except it orders the keys by their value. We can use the vertices as the keys to our priority queue, and their distance from the start as their value. For example, to set the distance of vertex `v` to the variable `dist`, we can do `open_queue[v] = dist`. To get the smallest value in the priority queue, we can use `priority_dict.pop_smallest()`. This returns a tuple of the vertex key and it's distance from the origin.\n",
    "\n",
    "The main input to the search is the `graph`, an OSMNX graph representation of the road network. The vertices are stored as keys, and as such the origin is given as input as `origin_key` and the goal is given as `goal_key`. To get the outgoing edges of a given vertex `u`, we can use `graph.out_edges([u], data=True)`. The return value of this is a list of tuples, each of which represent an outgoing edge. The second element of each tuple is the outgoing vertex at the other end of the edge. You can iterate over this list of tuples using:\n",
    "\n",
    "`for edge in graph.out_edges([u], data=True):`\n",
    "\n",
    "and can get the outgoing vertex of these edges by accessing the 2nd element of the tuple:\n",
    "\n",
    "`edge[1]`.\n",
    "\n",
    "To get the weight of this edge, you can access the data stored in the 3rd element of the tuple:\n",
    "\n",
    "`length = edge[2]['length']`.\n",
    "\n",
    "For more details, you can refer to the NetworkX documentation [here](https://networkx.github.io/documentation/networkx-2.3/reference/classes/generated/networkx.DiGraph.out_edges.html?highlight=out_edges#networkx.DiGraph.out_edges).\n",
    "\n",
    "Your goal now is to find the shortest path in the graph from the origin to the goal using Dijkstra's search. Make sure to store the optimal predecessors of each vertex in the `predecessors` dictionary, so you can retrieve the optimal path once you find the goal node in your search. Good luck!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For a given graph, origin vertex key, and goal vertex key,\n",
    "# computes the shortest path in the graph from the origin vertex\n",
    "# to the goal vertex using Dijkstra's algorithm.\n",
    "# Returns the shortest path as a list of vertex keys.\n",
    "def dijkstras_search(origin_key, goal_key, graph):\n",
    "    \n",
    "    # The priority queue of open vertices we've reached.\n",
    "    # Keys are the vertex keys, vals are the distances.\n",
    "    open_queue = priority_dict.priority_dict({})\n",
    "    \n",
    "    # The dictionary of closed vertices we've processed.\n",
    "    closed_dict = {}\n",
    "    \n",
    "    # The dictionary of predecessors for each vertex.\n",
    "    predecessors = {}\n",
    "    \n",
    "    # Add the origin to the open queue.\n",
    "    open_queue[origin_key] = 0.0\n",
    "\n",
    "    # Iterate through the open queue, until we find the goal.\n",
    "    # Each time, perform a Dijkstra's update on the queue.\n",
    "    # TODO: Implement the Dijstra update loop.\n",
    "    goal_found = False\n",
    "    while (open_queue):\n",
    "        u, cost = open_queue.pop_smallest()\n",
    "        if u == goal_key:\n",
    "            goal_found = True\n",
    "            break\n",
    "        for edge in graph.out_edges([u], data=True):\n",
    "            v = edge[1]\n",
    "            edge_cost = edge[2]['length']\n",
    "            \n",
    "            if v in closed_dict.keys():\n",
    "                continue\n",
    "            if v in open_queue.keys():\n",
    "                if cost + edge_cost < open_queue[v]:\n",
    "                    open_queue[v] = cost + edge_cost\n",
    "                    predecessors[v] = u\n",
    "            else:\n",
    "                open_queue[v] = cost + edge_cost\n",
    "                predecessors[v] = u\n",
    "        closed_dict[u] = cost\n",
    "                \n",
    "    \n",
    "    # If we get through entire priority queue without finding the goal,\n",
    "    # something is wrong.\n",
    "    if not goal_found:\n",
    "        raise ValueError(\"Goal not found in search.\")\n",
    "    \n",
    "    # Construct the path from the predecessors dictionary.\n",
    "    return get_path(origin_key, goal_key, predecessors)                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This function follows the predecessor\n",
    "# backpointers and generates the equivalent path from the\n",
    "# origin as a list of vertex keys.\n",
    "def get_path(origin_key, goal_key, predecessors):\n",
    "    key = goal_key\n",
    "    path = [goal_key]\n",
    "    \n",
    "    while (key != origin_key):\n",
    "        key = predecessors[key]\n",
    "        path.insert(0, key)\n",
    "        \n",
    "    return path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once these two functions have been implemented, run the box below to see if your output matches that of the library function above. If it doesn't, you've made a mistake with your implementation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 622.17x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = dijkstras_search(origin, destination, map_graph)        \n",
    "fig, ax = ox.plot_graph_route(map_graph, path) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A* Search\n",
    "Next, we will use a distance heuristic to implement A* search for our map search problem. Since we are using real map data here, we will need to convert the data to a format which we can use for distance computation. Each data point has a latitude and longitude associated with it, which we then have to convert into (x, y, z) coordinates on the earth (which we will assume to be a sphere with radius 6371 km). We can then take the straight line distance between these two points as an approximation for the distance between them. Over small distances, this approximation is accurate. This is implemented in the `distance_heuristic()` function below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Computes the Euclidean distance between two vertices.\n",
    "# Assume that the earth is a sphere with radius 6371 km.\n",
    "def distance_heuristic(state_key, goal_key, node_data):\n",
    "    n1 = node_data[state_key]\n",
    "    n2 = node_data[goal_key]\n",
    "\n",
    "    # Get the longitude and latitude for each vertex.\n",
    "    long1 = n1['x']*math.pi/180.0\n",
    "    lat1 = n1['y']*math.pi/180.0\n",
    "    long2 = n2['x']*math.pi/180.0\n",
    "    lat2 = n2['y']*math.pi/180.0\n",
    "    \n",
    "    # Use a spherical approximation of the earth for\n",
    "    # estimating the distance between two points.\n",
    "    r = 6371000\n",
    "    x1 = r*math.cos(lat1)*math.cos(long1)\n",
    "    y1 = r*math.cos(lat1)*math.sin(long1)\n",
    "    z1 = r*math.sin(lat1)\n",
    "\n",
    "    x2 = r*math.cos(lat2)*math.cos(long2)\n",
    "    y2 = r*math.cos(lat2)*math.sin(long2)\n",
    "    z2 = r*math.sin(lat2)\n",
    "\n",
    "    d = ((x2-x1)**2 + (y2-y1)**2 + (z2-z1)**2)**0.5\n",
    "    \n",
    "    return d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can use our distance heuristic to perform A* search on our map. As a refresher, we've included the A* pseudocode from Module 3 below.\n",
    "![A* Pseudocode](a_star.png)\n",
    "This function will be implemented in the `a_star_search()` function below. As with Dijkstra's search, you should make use of the `get_path()` helper function above. As before, you should find the shortest path from the origin to the goal in the graph, but this time you should use A* with the distance heuristic given above. Good luck!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For a given graph, origin vertex key, and goal vertex key,\n",
    "# computes the shortest path in the graph from the origin vertex\n",
    "# to the goal vertex using A* search. \n",
    "# Returns the shortest path as a list of vertex keys.\n",
    "def a_star_search(origin_key, goal_key, graph):\n",
    "    # The priority queue of open vertices we've reached.\n",
    "    # Keys are the vertex keys, vals are the accumulated\n",
    "    # distances plus the heuristic estimates of the distance\n",
    "    # to go.\n",
    "    open_queue = priority_dict.priority_dict({})\n",
    "    \n",
    "    # The dictionary of closed vertices we've processed.\n",
    "    closed_dict = {}\n",
    "    \n",
    "    # The dictionary of predecessors for each vertex.\n",
    "    predecessors = {}\n",
    "    \n",
    "    # The dictionary that stores the best cost to reach each\n",
    "    # vertex found so far.\n",
    "    costs = {}\n",
    "    \n",
    "    # Get the spatial data for each vertex as a dictionary.\n",
    "    node_data = graph.nodes(True)\n",
    "    \n",
    "    # Add the origin to the open queue and the costs dictionary.\n",
    "    costs[origin_key] = 0.0\n",
    "    open_queue[origin_key] = distance_heuristic(origin_key, goal_key, node_data)\n",
    "\n",
    "    # Iterate through the open queue, until we find the goal.\n",
    "    # Each time, perform an A* update on the queue.\n",
    "    # TODO: Implement the A* update loop.\n",
    "    goal_found = False\n",
    "    while (open_queue):\n",
    "        u, cost = open_queue.pop_smallest()\n",
    "        cost = costs[u]\n",
    "        if u == goal_key:\n",
    "            goal_found = True\n",
    "            break\n",
    "        for edge in graph.out_edges([u], data=True):\n",
    "            v = edge[1]\n",
    "            edge_cost = edge[2]['length']\n",
    "            costv = cost + edge_cost\n",
    "            if v in closed_dict.keys():\n",
    "                continue\n",
    "            heuristic = distance_heuristic(v, goal_key, node_data)\n",
    "            if v in open_queue.keys():\n",
    "                \n",
    "                if costv + heuristic < open_queue[v]:\n",
    "                    open_queue[v] = costv + heuristic\n",
    "                    costs[v] = costv\n",
    "                    predecessors[v] = u\n",
    "            else:\n",
    "                open_queue[v] = costv + heuristic\n",
    "                costs[v] = costv\n",
    "                predecessors[v] = u\n",
    "        closed_dict[u] = cost\n",
    "    # If we get through entire priority queue without finding the goal,\n",
    "    # something is wrong.\n",
    "    if not goal_found:\n",
    "        raise ValueError(\"Goal not found in search.\")\n",
    "    \n",
    "    # Construct the path from the predecessors dictionary.\n",
    "    return get_path(origin_key, goal_key, predecessors)   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once this function has been implemented, run the box below to see if your output matches that of the library function at the start of the notebook. If it doesn't, you've made a mistake with your implementation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 622.17x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = a_star_search(origin, destination, map_graph)        \n",
    "fig, ax = ox.plot_graph_route(map_graph, path) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Congratulations! You've now implemented two important mission planning algorithms on real map data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
